{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8b71c747-94c7-43b1-a72a-fb3a6ab35f9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats, integrate\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "np.random.seed(sum(map(ord, \"distributions\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f139c6fd-5434-4a03-bbe8-dcf94034dbc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "sns.histplot(x,kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "34267e68-602b-49f2-ae1d-2710a6760d99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x, bins=20, kde=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e956713d-9e6a-4da9-9da3-60cf87a18266",
   "metadata": {},
   "source": [
    "数据分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e8fd86cd-ab24-45c7-8266-d90f4f6643a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MI\\AppData\\Local\\Temp\\ipykernel_3812\\1921926464.py:3: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(x, kde=False, fit=stats.gamma)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.gamma(6, size=200)\n",
    "# 已弃用\n",
    "sns.distplot(x, kde=False, fit=stats.gamma) \n",
    "# sns.histplot(x, kde=False, fit=stats.gamma)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7653404-27e3-4747-9410-e0473b1081fa",
   "metadata": {},
   "source": [
    "根据均值和协方差生成数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "87082281-ca64-4242-be40-2c77941c5128",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.581625</td>\n",
       "      <td>-0.932508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.486787</td>\n",
       "      <td>1.503869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.203932</td>\n",
       "      <td>0.765722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.191852</td>\n",
       "      <td>4.133611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.132055</td>\n",
       "      <td>2.605164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-0.306974</td>\n",
       "      <td>0.682080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.149221</td>\n",
       "      <td>0.804147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.771546</td>\n",
       "      <td>1.315833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>-0.036599</td>\n",
       "      <td>0.750525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.604045</td>\n",
       "      <td>0.746461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            x         y\n",
       "0    0.581625 -0.932508\n",
       "1    0.486787  1.503869\n",
       "2    0.203932  0.765722\n",
       "3    2.191852  4.133611\n",
       "4    0.132055  2.605164\n",
       "..        ...       ...\n",
       "195 -0.306974  0.682080\n",
       "196  0.149221  0.804147\n",
       "197  0.771546  1.315833\n",
       "198 -0.036599  0.750525\n",
       "199  0.604045  0.746461\n",
       "\n",
       "[200 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n",
    "data = np.random.multivariate_normal(mean, cov, 200)\n",
    "df = pd.DataFrame(data, columns=[\"x\", \"y\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "245e62fb-9f70-4436-a408-02a66df50e83",
   "metadata": {},
   "source": [
    "观测两个变量之间的分布关系最好用散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c0ce701c-ac2f-4d1d-800a-858cbfe283ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x20a04a7b910>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0308ecaa-2f41-49e7-9093-65377c31ac86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n",
    "with sns.axes_style(\"white\"):\n",
    "    sns.jointplot(x=x, y=y, kind=\"hex\", color=\"k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "851e1de1-60c3-49a6-a761-1fd8cb512f2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20a078d1dc0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# iris = sns.load_dataset(\"iris\")\n",
    "iris = pd.read_csv('./data/iris.csv')\n",
    "sns.pairplot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bc62a24b-0c35-4650-8962-b7bb766dbd26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MI\\AppData\\Local\\seaborn\\seaborn\\Cache\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "print(sns.utils.get_data_home())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fb6d0692-7995-49a8-abd7-1dba115060c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.20 (default, Oct  3 2024, 15:19:54) [MSC v.1929 64 bit (AMD64)]\n",
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\python.exe\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(sys.version)\n",
    "print(sys.executable)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9baa1a51-64fd-49ed-8cee-49319e5df8b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20a06a78e80>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动下载数据集并本地加载(默认路径 C:\\Users\\MI\\AppData\\Local\\seaborn\\seaborn\\Cache)\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "# iris = pd.read_csv('./data/iris.csv')\n",
    "sns.pairplot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fdcfd05-6c2b-4e2b-b9f4-490d3bae7d67",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
